Economic Capital and the Aggregation of Risks using Copulas∗

نویسندگان

  • Andrew Tang
  • Emiliano A. Valdez
چکیده

Insurance companies measure and manage capital across a broad range of diverse business products. Thus there is a need for the aggregation of the losses from the various business lines whose risk distributions vary. Risk dependencies between losses from different business lines have long been recognised in the insurance industry as integral factors driving the insurer’s aggregate loss process. However, in the past, there has been limited attempt at adequately modelling the dependence structure to be factored in the aggregation process for capital determination purposes. The current industry standard is to solely use linear correlations to describe the dependence structure. While being computationally convenient and straightforward to understand, linear correlations fail to capture all the dependence structure that exist between losses from multiple business lines. Other more general dependence modelling techniques such as copulas have become popular recently. In this paper, we address the issue of the aggregation of risks using copula models. Copulas can be used to construct joint multivariate distributions of the losses and provide a rather flexible and realistic model of allowing for the dependence structure, while separating the effects of peculiar characteristics of the marginal distributions such as thickness of tails. This modelling structure allows us to explore the impact of dependencies of risks on the total required economic capital. Using numerical illustrations based on Australian general insurance data, the sensitivities of the capital requirement to the choice of the copula and other modelling as∗

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Beyond Correlations : The Use and Abuse of Copulas in Economic Capital Calculations

Despite extensive literature consisting of many excellent academic and practical papers, there are still many commonly heard fallacies in practice such as: “To aggregate risks, all I need are correlations”. “I assume dependence/independence, hence there is no copula”. “I need to use a Variance-Covariance approach with tail-end correlations to capture fat tails and tail dependence”. “The mere ex...

متن کامل

TVaR-based capital allocation with copulas

Because of regulation projects from control organizations such as the European solvency II reform and recent economic events, insurance companies need to consolidate their capital reserve with coherent amounts allocated to the whole company and to each line of business. The present study considers an insurance portfolio consisting of several lines of risk which are linked by a copula and aims t...

متن کامل

Multivariate Fréchet copulas and conditional value-at-risk

Based on the method of copulas, we construct a parametric family of multivariate distributions using mixtures of independent conditional distributions. The new family of multivariate copulas is a convex combination of products of independent and comonotone subcopulas. It fulfills the four most desirable properties that a multivariate statistical model should satisfy. In particular, the bivariat...

متن کامل

Aggregating Economic Capital

In this paper we analyze and evaluate a standard approach financial institutions use to calculate their so-called total economic capital. If we consider a business that faces a total random loss S over a given one-year horizon then economic capital is traditionally defined as the difference between the 99.97% percentile of S and its expectation. The standard approach essentially assumes that th...

متن کامل

Copulas: an open ...eld for risk management

One of the main issues of risk management is the aggregation of individual risks. A powerful concept to aggregate the risks — the copula function — has been introduced in ...nance by Embrechts, McNeil, and Straumann [1999,2000]. In their papers, the authors clarify the essential concepts of dependence and correlation and certainly will greatly in‡uence the risk management industry. The goal of ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2005